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Automation Risk Analysis

Will “Roving Color Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roving Color Checker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Roving Color Checker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Notify supervisors or other personnel of production problems.

  • Compute defect percentages or averages, using formulas and calculators.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Recommend necessary corrective actions, based on inspection results.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Position products, components, or parts for testing.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Compute usable amounts of items in shipments.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Collect or select samples for testing or for use as models.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Analyze test data, making computations as necessary, to determine test results.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

Technologies & Software

  • Mistral (Mistral AI)
  • Minitab
  • Nova (Amazon)
  • Rockwell Automation AI
  • Data analysis software
  • R
  • Llama (Meta)
  • Atlassian JIRA
  • Sight Machine AI
  • Statistical process control SPC data collection devices
  • ABB AI Robotics
  • Microsoft Visio
  • Microsoft Office software
  • IBM Notes
  • Gemini (Google)
  • Selenium
  • Database software
  • Microsoft Word
  • Mastercam computer-aided design and manufacturing software
  • Skype
  • Autodesk AutoCAD
  • Microsoft Excel
  • Grok (xAI)
  • Kimi (Moonshot AI)
  • ChatGPT (OpenAI)
  • Computer-aided inspection software
  • Microsoft Access
  • Computer assisted design software
  • FileMaker Pro
  • Cybermetrics GAGETrak
  • Structured query language SQL
  • Tolerance analysis software
  • Data entry software
  • DeepSeek
  • Medical condition coding software
  • SAP software
  • Design of experiments DOE software
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft Outlook
  • Microsoft SharePoint
  • Inspection marking systems
  • Claude (Anthropic)
  • Label inspection systems
  • Cognex Vision AI
  • Apache Pig
  • Apache Hive
  • Coordinate measuring machine software
  • Microsoft PowerPoint
  • IBM Lotus Notes
  • Dassault Systemes SolidWorks
  • Siemens Industrial AI
  • Verisurf Metrology
  • Extensible markup language XML
  • Dassault Systemes CATIA
  • Qwen (Alibaba)
  • The MathWorks MATLAB
  • Mastercam Design
  • Digital voltmeters DVM
  • Radiographic flaw detectors
  • Sorting machines
  • Printed circuit board PCB testers
  • Color spectrometers
  • Impact hammers
  • Power meters
  • Plotters
  • Digital resistance thermometers
  • Bubble leak testers
  • Conductivity meters
  • Pulse generators
  • Frequency meters
  • Measuring microscopes
  • Null-balance acceleration instruments
  • Eddy current probes
  • Utrasonic flaw detectors
  • Laser shearography flaw detectors
  • Micrometers
  • Shock testers
  • Vibration and shaker systems
  • Thread gauges
  • Calorimetric leak testers
  • Overhead cranes
  • Frequency counters
  • Pin gauges
  • Optical gauges
  • Function generators
  • Hydraulic lifts
  • Hydraulic pumps
  • Verisurf 3Dgage
  • Height gauges
  • Mass flow leak testers
  • Backplane testers
  • Personal computers
  • Penetrant flaw detectors
  • Strain gauges
  • Hardness testers
  • Environmental chambers
  • Depth gauges
  • Piezoelectric acceleration instruments
  • Linear or mixed signal equipment
  • Forklifts
  • Moisture meters
  • Manufacturing defect analyzers MDA
  • Sampling oscilloscopes
  • Laser thickness gauges
  • Force transducers
  • Ammeters
  • Metallurgical microscopes
  • Direct current DC power testers
  • Impact toughness testers
  • Capacitive acceleration instruments
  • Logic test systems
  • Accelerometers
  • Return loss calibrator RLC passive component testers
  • Digital resistance meters
  • Coordinate measuring machines CMM
  • Resistivity meters
  • Industrial bench scales
  • Continuity testers
  • Bit error rate testers BERT
  • Magnetic induction acceleration instruments
  • Ductility testers
  • Creep and stress relaxation testers
  • Verisurf CMM Master
  • Multimeters
  • Eddy current flaw detectors
  • Holographic interferometers
  • Pi tapes
  • Compression testers
  • Viscometers
  • Beta gauges
  • Fatigue testers
  • Magnetic particle flaw detectors
  • Digital multimeters
  • Plug gauges
  • Calipers
  • Gloss meters
  • In-circuit testers
  • Signal generators
  • Hipot testers
  • Verisurf Master3DGage
  • Shear testers
  • Optical comparators
  • Resistance meters
  • Resonance acceleration instruments
  • Tensile testers

Alternative Job Titles